Modeling Count Data

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Modeling Count Data

Probability and statistics

Author: Joseph M. Hilbe

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Language: English

Published by: Cambridge University Press

Published on: 21st July 2014

Format: LCP-protected ePub

Size: 8 Mb

ISBN: 9781139985369


Overview

This entry-level text offers clear and concise guidelines on how to select, construct, interpret, and evaluate count data. Written for researchers with little or no background in advanced statistics, the book presents treatments of all major models using numerous tables, insets, and detailed modeling suggestions.

Content Highlights

It begins by demonstrating the fundamentals of modeling count data, including a thorough presentation of the Poisson model. It then works up to an analysis of the problem of overdispersion and of the negative binomial model, and finally to the many variations that can be made to the base count models.

Practical Applications

Examples in Stata, R, and SAS code enable readers to adapt models for their own purposes, making the text an ideal resource for researchers working in health, ecology, econometrics, transportation, and other fields.

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